Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 67463 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.8 MiB |
| Average record size in memory | 184.0 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 4 |
Loan Status is highly imbalanced (55.5%) | Imbalance |
Delinquency - two years has 52054 (77.2%) zeros | Zeros |
Inquires - six months has 60486 (89.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-07 18:32:27.019462 |
|---|---|
| Analysis finished | 2023-01-07 18:34:03.381527 |
| Duration | 1 minute and 36.36 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
Loan Amount
Real number (ℝ)
| Distinct | 27525 |
|---|---|
| Distinct (%) | 40.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16848.903 |
| Minimum | 1014 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 1014 |
|---|---|
| 5-th percentile | 4485.1 |
| Q1 | 10012 |
| median | 16073 |
| Q3 | 22106 |
| 95-th percentile | 31741 |
| Maximum | 35000 |
| Range | 33986 |
| Interquartile range (IQR) | 12094 |
Descriptive statistics
| Standard deviation | 8367.8657 |
|---|---|
| Coefficient of variation (CV) | 0.49664158 |
| Kurtosis | -0.79813668 |
| Mean | 16848.903 |
| Median Absolute Deviation (MAD) | 6048 |
| Skewness | 0.28808301 |
| Sum | 1.1366775 × 109 |
| Variance | 70021177 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15932 | 13 | < 0.1% |
| 14424 | 12 | < 0.1% |
| 15800 | 11 | < 0.1% |
| 15639 | 11 | < 0.1% |
| 15118 | 11 | < 0.1% |
| 14556 | 11 | < 0.1% |
| 14689 | 11 | < 0.1% |
| 15962 | 11 | < 0.1% |
| 15348 | 11 | < 0.1% |
| 15811 | 10 | < 0.1% |
| Other values (27515) | 67351 |
| Value | Count | Frequency (%) |
| 1014 | 1 | |
| 1020 | 1 | |
| 1024 | 1 | |
| 1025 | 1 | |
| 1030 | 1 | |
| 1031 | 1 | |
| 1036 | 1 | |
| 1038 | 1 | |
| 1045 | 1 | |
| 1046 | 1 |
| Value | Count | Frequency (%) |
| 35000 | 1 | |
| 34999 | 1 | |
| 34997 | 1 | |
| 34996 | 1 | |
| 34995 | 1 | |
| 34993 | 1 | |
| 34991 | 1 | |
| 34990 | 1 | |
| 34988 | 2 | |
| 34987 | 1 |
Funded Amount
Real number (ℝ)
| Distinct | 24548 |
|---|---|
| Distinct (%) | 36.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15770.599 |
| Minimum | 1014 |
|---|---|
| Maximum | 34999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 1014 |
|---|---|
| 5-th percentile | 5894.3 |
| Q1 | 9266.5 |
| median | 13042 |
| Q3 | 21793 |
| 95-th percentile | 32112.8 |
| Maximum | 34999 |
| Range | 33985 |
| Interquartile range (IQR) | 12526.5 |
Descriptive statistics
| Standard deviation | 8150.9927 |
|---|---|
| Coefficient of variation (CV) | 0.51684737 |
| Kurtosis | -0.61713242 |
| Mean | 15770.599 |
| Median Absolute Deviation (MAD) | 5097 |
| Skewness | 0.67263298 |
| Sum | 1.0639319 × 109 |
| Variance | 66438681 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10835 | 16 | < 0.1% |
| 11034 | 15 | < 0.1% |
| 11451 | 14 | < 0.1% |
| 10728 | 14 | < 0.1% |
| 7691 | 14 | < 0.1% |
| 11187 | 14 | < 0.1% |
| 8860 | 13 | < 0.1% |
| 11080 | 13 | < 0.1% |
| 8795 | 13 | < 0.1% |
| 10946 | 13 | < 0.1% |
| Other values (24538) | 67324 |
| Value | Count | Frequency (%) |
| 1014 | 1 | |
| 1032 | 1 | |
| 1080 | 1 | |
| 1087 | 1 | |
| 1098 | 1 | |
| 1153 | 1 | |
| 1154 | 1 | |
| 1163 | 1 | |
| 1179 | 1 | |
| 1236 | 1 |
| Value | Count | Frequency (%) |
| 34999 | 2 | |
| 34998 | 2 | |
| 34995 | 1 | |
| 34994 | 1 | |
| 34993 | 1 | |
| 34988 | 1 | |
| 34986 | 2 | |
| 34983 | 1 | |
| 34982 | 2 | |
| 34977 | 1 |
Funded Amount Investor
Real number (ℝ)
| Distinct | 67441 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14621.799 |
| Minimum | 1114.5902 |
|---|---|
| Maximum | 34999.746 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 1114.5902 |
|---|---|
| 5-th percentile | 6327.9798 |
| Q1 | 9831.685 |
| median | 12793.682 |
| Q3 | 17807.594 |
| 95-th percentile | 28884.736 |
| Maximum | 34999.746 |
| Range | 33885.156 |
| Interquartile range (IQR) | 7975.9091 |
Descriptive statistics
| Standard deviation | 6785.3452 |
|---|---|
| Coefficient of variation (CV) | 0.46405678 |
| Kurtosis | 0.46186792 |
| Mean | 14621.799 |
| Median Absolute Deviation (MAD) | 3564.6612 |
| Skewness | 0.99013878 |
| Sum | 9.8643045 × 108 |
| Variance | 46040909 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12099.7183 | 2 | < 0.1% |
| 7890.447955 | 2 | < 0.1% |
| 13910.43024 | 2 | < 0.1% |
| 8879.914835 | 2 | < 0.1% |
| 12367.56806 | 2 | < 0.1% |
| 31818.45799 | 2 | < 0.1% |
| 10417.21663 | 2 | < 0.1% |
| 14861.31507 | 2 | < 0.1% |
| 14238.25035 | 2 | < 0.1% |
| 10936.53653 | 2 | < 0.1% |
| Other values (67431) | 67443 |
| Value | Count | Frequency (%) |
| 1114.590204 | 1 | |
| 1127.754818 | 1 | |
| 1129.708853 | 1 | |
| 1242.527961 | 1 | |
| 1246.547591 | 1 | |
| 1250.787941 | 1 | |
| 1372.686804 | 1 | |
| 1441.583282 | 1 | |
| 1525.567016 | 1 | |
| 1537.528946 | 1 |
| Value | Count | Frequency (%) |
| 34999.74643 | 1 | |
| 34999.43383 | 1 | |
| 34997.89175 | 1 | |
| 34996.88747 | 1 | |
| 34995.26246 | 1 | |
| 34993.60145 | 1 | |
| 34993.49979 | 1 | |
| 34990.5952 | 1 | |
| 34988.98401 | 1 | |
| 34987.513 | 1 |
Term
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 527.2 KiB |
| 59 | |
|---|---|
| 58 | |
| 36 | 1457 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 134926 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 59 |
|---|---|
| 2nd row | 59 |
| 3rd row | 59 |
| 4th row | 59 |
| 5th row | 59 |
Common Values
| Value | Count | Frequency (%) |
| 59 | 43780 | |
| 58 | 22226 | |
| 36 | 1457 | 2.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 59 | 43780 | |
| 58 | 22226 | |
| 36 | 1457 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 66006 | |
| 9 | 43780 | |
| 8 | 22226 | 16.5% |
| 3 | 1457 | 1.1% |
| 6 | 1457 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 134926 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 66006 | |
| 9 | 43780 | |
| 8 | 22226 | 16.5% |
| 3 | 1457 | 1.1% |
| 6 | 1457 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 134926 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 66006 | |
| 9 | 43780 | |
| 8 | 22226 | 16.5% |
| 3 | 1457 | 1.1% |
| 6 | 1457 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 134926 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 66006 | |
| 9 | 43780 | |
| 8 | 22226 | 16.5% |
| 3 | 1457 | 1.1% |
| 6 | 1457 | 1.1% |
Interest Rate
Real number (ℝ)
| Distinct | 67448 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.846258 |
| Minimum | 5.3200058 |
|---|---|
| Maximum | 27.182348 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 5.3200058 |
|---|---|
| 5-th percentile | 6.1348234 |
| Q1 | 9.2971472 |
| median | 11.377696 |
| Q3 | 14.193533 |
| 95-th percentile | 18.600114 |
| Maximum | 27.182348 |
| Range | 21.862342 |
| Interquartile range (IQR) | 4.8963859 |
Descriptive statistics
| Standard deviation | 3.7186287 |
|---|---|
| Coefficient of variation (CV) | 0.31390746 |
| Kurtosis | 0.1490136 |
| Mean | 11.846258 |
| Median Absolute Deviation (MAD) | 2.3790711 |
| Skewness | 0.56338284 |
| Sum | 799184.1 |
| Variance | 13.8282 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.191126068 | 2 | < 0.1% |
| 8.637499241 | 2 | < 0.1% |
| 9.996610601 | 2 | < 0.1% |
| 9.53034331 | 2 | < 0.1% |
| 11.97836961 | 2 | < 0.1% |
| 9.28661329 | 2 | < 0.1% |
| 9.031164731 | 2 | < 0.1% |
| 11.2653123 | 2 | < 0.1% |
| 17.97529763 | 2 | < 0.1% |
| 15.78960848 | 2 | < 0.1% |
| Other values (67438) | 67443 |
| Value | Count | Frequency (%) |
| 5.320005799 | 1 | |
| 5.320159165 | 1 | |
| 5.320433439 | 1 | |
| 5.320547017 | 1 | |
| 5.321130759 | 1 | |
| 5.321256189 | 1 | |
| 5.322212834 | 1 | |
| 5.322458098 | 1 | |
| 5.322651425 | 1 | |
| 5.322937103 | 1 |
| Value | Count | Frequency (%) |
| 27.18234758 | 1 | |
| 27.07000405 | 1 | |
| 27.01820329 | 1 | |
| 26.9329474 | 1 | |
| 26.92044891 | 1 | |
| 26.83306079 | 1 | |
| 26.54588757 | 1 | |
| 26.51588192 | 1 | |
| 26.32641724 | 1 | |
| 26.31597117 | 1 |
Home Ownership
Real number (ℝ)
| Distinct | 67454 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80541.503 |
| Minimum | 14573.537 |
|---|---|
| Maximum | 406561.54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 14573.537 |
|---|---|
| 5-th percentile | 33448.726 |
| Q1 | 51689.843 |
| median | 69335.833 |
| Q3 | 94623.323 |
| 95-th percentile | 168296.72 |
| Maximum | 406561.54 |
| Range | 391988 |
| Interquartile range (IQR) | 42933.479 |
Descriptive statistics
| Standard deviation | 45029.12 |
|---|---|
| Coefficient of variation (CV) | 0.55907972 |
| Kurtosis | 7.0277345 |
| Mean | 80541.503 |
| Median Absolute Deviation (MAD) | 20118.159 |
| Skewness | 2.1304881 |
| Sum | 5.4335714 × 109 |
| Variance | 2.0276217 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39753.81982 | 2 | < 0.1% |
| 71159.7124 | 2 | < 0.1% |
| 61831.12988 | 2 | < 0.1% |
| 27139.67231 | 2 | < 0.1% |
| 35858.04083 | 2 | < 0.1% |
| 91745.81071 | 2 | < 0.1% |
| 37623.24185 | 2 | < 0.1% |
| 28714.13609 | 2 | < 0.1% |
| 58867.57595 | 2 | < 0.1% |
| 30224.43666 | 1 | < 0.1% |
| Other values (67444) | 67444 |
| Value | Count | Frequency (%) |
| 14573.53717 | 1 | |
| 14652.37968 | 1 | |
| 14678.63863 | 1 | |
| 14788.61394 | 1 | |
| 14836.55226 | 1 | |
| 14859.64954 | 1 | |
| 14901.41773 | 1 | |
| 14938.0786 | 1 | |
| 14996.99281 | 1 | |
| 15013.52595 | 1 |
| Value | Count | Frequency (%) |
| 406561.5364 | 1 | |
| 405697.0616 | 1 | |
| 404550.444 | 1 | |
| 401352.3764 | 1 | |
| 400877.5635 | 1 | |
| 400676.3457 | 1 | |
| 400348.8196 | 1 | |
| 399925.7864 | 1 | |
| 399103.7444 | 1 | |
| 398416.3107 | 1 |
Verification Status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 527.2 KiB |
| 2 | |
|---|---|
| 1 | |
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 67463 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 33036 | |
| 1 | 18078 | |
| 0 | 16349 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 33036 | |
| 1 | 18078 | |
| 0 | 16349 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 33036 | |
| 1 | 18078 | |
| 0 | 16349 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 67463 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 33036 | |
| 1 | 18078 | |
| 0 | 16349 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 67463 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 33036 | |
| 1 | 18078 | |
| 0 | 16349 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 67463 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 33036 | |
| 1 | 18078 | |
| 0 | 16349 |
Debit to Income
Real number (ℝ)
| Distinct | 67454 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.299241 |
| Minimum | 0.67529909 |
|---|---|
| Maximum | 39.629862 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 0.67529909 |
|---|---|
| 5-th percentile | 10.205682 |
| Q1 | 16.756416 |
| median | 22.656658 |
| Q3 | 30.0484 |
| 95-th percentile | 37.396621 |
| Maximum | 39.629862 |
| Range | 38.954563 |
| Interquartile range (IQR) | 13.291983 |
Descriptive statistics
| Standard deviation | 8.4518237 |
|---|---|
| Coefficient of variation (CV) | 0.36275104 |
| Kurtosis | -0.90502119 |
| Mean | 23.299241 |
| Median Absolute Deviation (MAD) | 6.5435829 |
| Skewness | 0.080966764 |
| Sum | 1571836.7 |
| Variance | 71.433324 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24.97736061 | 2 | < 0.1% |
| 22.36852703 | 2 | < 0.1% |
| 18.79251904 | 2 | < 0.1% |
| 35.46709898 | 2 | < 0.1% |
| 24.50545264 | 2 | < 0.1% |
| 17.62506899 | 2 | < 0.1% |
| 27.34419347 | 2 | < 0.1% |
| 38.97468269 | 2 | < 0.1% |
| 24.41063595 | 2 | < 0.1% |
| 37.12728123 | 1 | < 0.1% |
| Other values (67444) | 67444 |
| Value | Count | Frequency (%) |
| 0.675299086 | 1 | |
| 0.763630198 | 1 | |
| 0.961457001 | 1 | |
| 1.117458713 | 1 | |
| 1.237228585 | 1 | |
| 1.300557774 | 1 | |
| 1.329297599 | 1 | |
| 1.372873946 | 1 | |
| 1.391419093 | 1 | |
| 1.397374381 | 1 |
| Value | Count | Frequency (%) |
| 39.62986189 | 1 | |
| 39.62964383 | 1 | |
| 39.6278639 | 1 | |
| 39.62757603 | 1 | |
| 39.62741588 | 1 | |
| 39.62732201 | 1 | |
| 39.62731 | 1 | |
| 39.62664966 | 1 | |
| 39.62590781 | 1 | |
| 39.62567144 | 1 |
Delinquency - two years
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.32712746 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 52054 |
| Zeros (%) | 77.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.80088838 |
|---|---|
| Coefficient of variation (CV) | 2.4482456 |
| Kurtosis | 30.676297 |
| Mean | 0.32712746 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.6350213 |
| Sum | 22069 |
| Variance | 0.64142219 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 52054 | |
| 1 | 11736 | 17.4% |
| 2 | 2651 | 3.9% |
| 3 | 445 | 0.7% |
| 7 | 252 | 0.4% |
| 6 | 191 | 0.3% |
| 5 | 74 | 0.1% |
| 8 | 44 | 0.1% |
| 4 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 52054 | |
| 1 | 11736 | 17.4% |
| 2 | 2651 | 3.9% |
| 3 | 445 | 0.7% |
| 4 | 16 | < 0.1% |
| 5 | 74 | 0.1% |
| 6 | 191 | 0.3% |
| 7 | 252 | 0.4% |
| 8 | 44 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 44 | 0.1% |
| 7 | 252 | 0.4% |
| 6 | 191 | 0.3% |
| 5 | 74 | 0.1% |
| 4 | 16 | < 0.1% |
| 3 | 445 | 0.7% |
| 2 | 2651 | 3.9% |
| 1 | 11736 | 17.4% |
| 0 | 52054 |
Inquires - six months
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14575397 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 60486 |
| Zeros (%) | 89.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.47329129 |
|---|---|
| Coefficient of variation (CV) | 3.2471931 |
| Kurtosis | 15.143928 |
| Mean | 0.14575397 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.711972 |
| Sum | 9833 |
| Variance | 0.22400464 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 60486 | |
| 1 | 4558 | 6.8% |
| 2 | 2042 | 3.0% |
| 3 | 320 | 0.5% |
| 4 | 54 | 0.1% |
| 5 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 60486 | |
| 1 | 4558 | 6.8% |
| 2 | 2042 | 3.0% |
| 3 | 320 | 0.5% |
| 4 | 54 | 0.1% |
| 5 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 3 | < 0.1% |
| 4 | 54 | 0.1% |
| 3 | 320 | 0.5% |
| 2 | 2042 | 3.0% |
| 1 | 4558 | 6.8% |
| 0 | 60486 |
Open Account
Real number (ℝ)
| Distinct | 36 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.266561 |
| Minimum | 2 |
|---|---|
| Maximum | 37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 10 |
| median | 13 |
| Q3 | 16 |
| 95-th percentile | 29 |
| Maximum | 37 |
| Range | 35 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.2250604 |
|---|---|
| Coefficient of variation (CV) | 0.43633925 |
| Kurtosis | 1.821184 |
| Mean | 14.266561 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.4651073 |
| Sum | 962465 |
| Variance | 38.751378 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 8480 | |
| 13 | 7907 | |
| 11 | 7323 | |
| 14 | 6056 | 9.0% |
| 10 | 5804 | 8.6% |
| 9 | 4658 | 6.9% |
| 15 | 3350 | 5.0% |
| 8 | 3141 | 4.7% |
| 16 | 2089 | 3.1% |
| 7 | 1895 | 2.8% |
| Other values (26) | 16760 |
| Value | Count | Frequency (%) |
| 2 | 6 | < 0.1% |
| 3 | 44 | 0.1% |
| 4 | 197 | 0.3% |
| 5 | 472 | 0.7% |
| 6 | 1016 | 1.5% |
| 7 | 1895 | 2.8% |
| 8 | 3141 | |
| 9 | 4658 | |
| 10 | 5804 | |
| 11 | 7323 |
| Value | Count | Frequency (%) |
| 37 | 94 | 0.1% |
| 36 | 152 | 0.2% |
| 35 | 231 | 0.3% |
| 34 | 346 | |
| 33 | 499 | |
| 32 | 513 | |
| 31 | 564 | |
| 30 | 631 | |
| 29 | 590 | |
| 28 | 668 |
Revolving Balance
Real number (ℝ)
| Distinct | 20582 |
|---|---|
| Distinct (%) | 30.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7699.3424 |
| Minimum | 0 |
|---|---|
| Maximum | 116933 |
| Zeros | 7 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 528 |
| Q1 | 2557 |
| median | 5516 |
| Q3 | 10184.5 |
| 95-th percentile | 22447.5 |
| Maximum | 116933 |
| Range | 116933 |
| Interquartile range (IQR) | 7627.5 |
Descriptive statistics
| Standard deviation | 7836.1482 |
|---|---|
| Coefficient of variation (CV) | 1.0177685 |
| Kurtosis | 16.903173 |
| Mean | 7699.3424 |
| Median Absolute Deviation (MAD) | 3469 |
| Skewness | 2.9511352 |
| Sum | 5.1942074 × 108 |
| Variance | 61405218 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1394 | 18 | < 0.1% |
| 3997 | 16 | < 0.1% |
| 311 | 16 | < 0.1% |
| 1202 | 15 | < 0.1% |
| 869 | 15 | < 0.1% |
| 360 | 15 | < 0.1% |
| 829 | 15 | < 0.1% |
| 1252 | 15 | < 0.1% |
| 574 | 14 | < 0.1% |
| 1428 | 14 | < 0.1% |
| Other values (20572) | 67310 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 1 | 11 | |
| 2 | 6 | |
| 3 | 7 | |
| 4 | 10 | |
| 5 | 7 | |
| 6 | 6 | |
| 7 | 7 | |
| 8 | 6 | |
| 9 | 8 |
| Value | Count | Frequency (%) |
| 116933 | 1 | |
| 114621 | 1 | |
| 111223 | 1 | |
| 108050 | 1 | |
| 105820 | 1 | |
| 104159 | 1 | |
| 104133 | 1 | |
| 103901 | 1 | |
| 99484 | 1 | |
| 97895 | 1 |
Revolving Utilities
Real number (ℝ)
| Distinct | 67458 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.889443 |
| Minimum | 0.00517236 |
|---|---|
| Maximum | 100.88005 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 0.00517236 |
|---|---|
| 5-th percentile | 11.714745 |
| Q1 | 38.658825 |
| median | 54.082334 |
| Q3 | 69.177117 |
| 95-th percentile | 88.513405 |
| Maximum | 100.88005 |
| Range | 100.87488 |
| Interquartile range (IQR) | 30.518292 |
Descriptive statistics
| Standard deviation | 22.53945 |
|---|---|
| Coefficient of variation (CV) | 0.42616162 |
| Kurtosis | -0.54489853 |
| Mean | 52.889443 |
| Median Absolute Deviation (MAD) | 15.239263 |
| Skewness | -0.23724537 |
| Sum | 3568080.5 |
| Variance | 508.02682 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39.61185859 | 2 | < 0.1% |
| 40.55837053 | 2 | < 0.1% |
| 91.31748448 | 2 | < 0.1% |
| 9.409246945 | 2 | < 0.1% |
| 66.65954626 | 2 | < 0.1% |
| 75.32411353 | 1 | < 0.1% |
| 70.09958645 | 1 | < 0.1% |
| 21.77597781 | 1 | < 0.1% |
| 92.26758399 | 1 | < 0.1% |
| 51.29358823 | 1 | < 0.1% |
| Other values (67448) | 67448 |
| Value | Count | Frequency (%) |
| 0.00517236 | 1 | |
| 0.021283828 | 1 | |
| 0.02999706 | 1 | |
| 0.035816294 | 1 | |
| 0.044888253 | 1 | |
| 0.051037999 | 1 | |
| 0.051458193 | 1 | |
| 0.054950741 | 1 | |
| 0.058213542 | 1 | |
| 0.05911439 | 1 |
| Value | Count | Frequency (%) |
| 100.8800498 | 1 | |
| 100.8668139 | 1 | |
| 100.8586132 | 1 | |
| 100.8553354 | 1 | |
| 100.8549743 | 1 | |
| 100.8356926 | 1 | |
| 100.8355207 | 1 | |
| 100.8265117 | 1 | |
| 100.8231983 | 1 | |
| 100.798556 | 1 |
Total Accounts
Real number (ℝ)
| Distinct | 69 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.627929 |
| Minimum | 4 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 13 |
| median | 18 |
| Q3 | 23 |
| 95-th percentile | 33 |
| Maximum | 72 |
| Range | 68 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.3192464 |
|---|---|
| Coefficient of variation (CV) | 0.44660071 |
| Kurtosis | 1.3267531 |
| Mean | 18.627929 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.73412152 |
| Sum | 1256696 |
| Variance | 69.209861 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 3770 | 5.6% |
| 17 | 3727 | 5.5% |
| 19 | 3700 | 5.5% |
| 20 | 3596 | 5.3% |
| 16 | 3404 | 5.0% |
| 21 | 3292 | 4.9% |
| 22 | 3001 | 4.4% |
| 15 | 2993 | 4.4% |
| 23 | 2630 | 3.9% |
| 14 | 2553 | 3.8% |
| Other values (59) | 34797 |
| Value | Count | Frequency (%) |
| 4 | 1160 | |
| 5 | 1329 | |
| 6 | 1415 | |
| 7 | 1768 | |
| 8 | 1958 | |
| 9 | 2083 | |
| 10 | 2219 | |
| 11 | 2155 | |
| 12 | 2125 | |
| 13 | 2238 |
| Value | Count | Frequency (%) |
| 72 | 2 | < 0.1% |
| 71 | 2 | < 0.1% |
| 70 | 1 | < 0.1% |
| 69 | 1 | < 0.1% |
| 68 | 3 | < 0.1% |
| 67 | 2 | < 0.1% |
| 66 | 1 | < 0.1% |
| 65 | 8 | |
| 64 | 3 | < 0.1% |
| 63 | 3 | < 0.1% |
Initial List Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 527.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 67463 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 36299 | |
| 1 | 31164 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 36299 | |
| 1 | 31164 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 36299 | |
| 1 | 31164 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 67463 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 36299 | |
| 1 | 31164 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 67463 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 36299 | |
| 1 | 31164 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 67463 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 36299 | |
| 1 | 31164 |
Total Received Interest
Real number (ℝ)
| Distinct | 67451 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2068.9925 |
| Minimum | 4.7367463 |
|---|---|
| Maximum | 14301.368 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 4.7367463 |
|---|---|
| 5-th percentile | 160.09622 |
| Q1 | 570.90381 |
| median | 1330.8428 |
| Q3 | 2656.9568 |
| 95-th percentile | 6921.6826 |
| Maximum | 14301.368 |
| Range | 14296.632 |
| Interquartile range (IQR) | 2086.053 |
Descriptive statistics
| Standard deviation | 2221.9187 |
|---|---|
| Coefficient of variation (CV) | 1.0739134 |
| Kurtosis | 5.1874918 |
| Mean | 2068.9925 |
| Median Absolute Deviation (MAD) | 906.32473 |
| Skewness | 2.1352431 |
| Sum | 1.3958044 × 108 |
| Variance | 4936922.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 437.9250212 | 2 | < 0.1% |
| 2476.701276 | 2 | < 0.1% |
| 941.274347 | 2 | < 0.1% |
| 9061.050032 | 2 | < 0.1% |
| 607.2602052 | 2 | < 0.1% |
| 525.9471228 | 2 | < 0.1% |
| 3174.594809 | 2 | < 0.1% |
| 672.3328503 | 2 | < 0.1% |
| 453.6216698 | 2 | < 0.1% |
| 658.0427657 | 2 | < 0.1% |
| Other values (67441) | 67443 |
| Value | Count | Frequency (%) |
| 4.736746327 | 1 | |
| 4.740085405 | 1 | |
| 5.029317935 | 1 | |
| 5.037685745 | 1 | |
| 5.121524759 | 1 | |
| 5.167160376 | 1 | |
| 5.307849325 | 1 | |
| 5.397308646 | 1 | |
| 5.486680943 | 1 | |
| 5.521208352 | 1 |
| Value | Count | Frequency (%) |
| 14301.36831 | 1 | |
| 14290.59148 | 1 | |
| 14281.46799 | 1 | |
| 14258.3024 | 1 | |
| 14256.74704 | 1 | |
| 14255.15602 | 1 | |
| 14236.69012 | 1 | |
| 14227.81424 | 1 | |
| 14195.13756 | 1 | |
| 14172.13655 | 1 |
Total Received Late Fee
Real number (ℝ)
| Distinct | 67380 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1439686 |
| Minimum | 3.06 × 10-6 |
|---|---|
| Maximum | 42.618882 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 3.06 × 10-6 |
|---|---|
| 5-th percentile | 0.0042217567 |
| Q1 | 0.021113871 |
| median | 0.043397546 |
| Q3 | 0.071883977 |
| 95-th percentile | 0.14803093 |
| Maximum | 42.618882 |
| Range | 42.618879 |
| Interquartile range (IQR) | 0.050770106 |
Descriptive statistics
| Standard deviation | 5.2443651 |
|---|---|
| Coefficient of variation (CV) | 4.584361 |
| Kurtosis | 25.992569 |
| Mean | 1.1439686 |
| Median Absolute Deviation (MAD) | 0.024643616 |
| Skewness | 5.0845106 |
| Sum | 77175.556 |
| Variance | 27.503365 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.037407587 | 2 | < 0.1% |
| 0.08816139 | 2 | < 0.1% |
| 0.058945258 | 2 | < 0.1% |
| 0.08077534 | 2 | < 0.1% |
| 0.030372569 | 2 | < 0.1% |
| 0.111829744 | 2 | < 0.1% |
| 9.98 × 10-5 | 2 | < 0.1% |
| 0.036133219 | 2 | < 0.1% |
| 0.083389349 | 2 | < 0.1% |
| 0.050149162 | 2 | < 0.1% |
| Other values (67370) | 67443 |
| Value | Count | Frequency (%) |
| 3.06 × 10-6 | 1 | |
| 3.84 × 10-6 | 1 | |
| 5.7 × 10-6 | 1 | |
| 1.27 × 10-5 | 1 | |
| 1.79 × 10-5 | 1 | |
| 1.9 × 10-5 | 1 | |
| 2 × 10-5 | 1 | |
| 2.07 × 10-5 | 1 | |
| 2.3 × 10-5 | 1 | |
| 2.38 × 10-5 | 2 |
| Value | Count | Frequency (%) |
| 42.6188823 | 1 | |
| 42.5951275 | 1 | |
| 42.58806301 | 1 | |
| 42.44903972 | 1 | |
| 42.41656912 | 1 | |
| 42.41545401 | 1 | |
| 42.38591859 | 1 | |
| 42.33250232 | 1 | |
| 42.30642544 | 1 | |
| 42.29851714 | 1 |
Recoveries
Real number (ℝ)
| Distinct | 67387 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.691578 |
| Minimum | 3.56 × 10-5 |
|---|---|
| Maximum | 4354.4674 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 3.56 × 10-5 |
|---|---|
| 5-th percentile | 0.33131175 |
| Q1 | 1.6298176 |
| median | 3.3445241 |
| Q3 | 5.4537268 |
| 95-th percentile | 9.1838589 |
| Maximum | 4354.4674 |
| Range | 4354.4674 |
| Interquartile range (IQR) | 3.8239093 |
Descriptive statistics
| Standard deviation | 357.02635 |
|---|---|
| Coefficient of variation (CV) | 5.9811846 |
| Kurtosis | 58.183685 |
| Mean | 59.691578 |
| Median Absolute Deviation (MAD) | 1.8681336 |
| Skewness | 7.3717873 |
| Sum | 4026972.9 |
| Variance | 127467.81 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.816960301 | 2 | < 0.1% |
| 4.764209111 | 2 | < 0.1% |
| 5.151216155 | 2 | < 0.1% |
| 6.983539658 | 2 | < 0.1% |
| 3.225564581 | 2 | < 0.1% |
| 3.772796302 | 2 | < 0.1% |
| 3.950778781 | 2 | < 0.1% |
| 2.641522989 | 2 | < 0.1% |
| 2.753067871 | 2 | < 0.1% |
| 1.013758103 | 2 | < 0.1% |
| Other values (67377) | 67443 |
| Value | Count | Frequency (%) |
| 3.56 × 10-5 | 1 | |
| 9.02 × 10-5 | 1 | |
| 0.000220811 | 1 | |
| 0.000350407 | 1 | |
| 0.000372444 | 1 | |
| 0.00042457 | 1 | |
| 0.000595908 | 1 | |
| 0.000696606 | 1 | |
| 0.000865389 | 1 | |
| 0.000882372 | 1 |
| Value | Count | Frequency (%) |
| 4354.467419 | 1 | |
| 4339.261318 | 1 | |
| 4330.782063 | 1 | |
| 4325.079801 | 1 | |
| 4313.548899 | 1 | |
| 4299.375307 | 1 | |
| 4262.898182 | 1 | |
| 4254.856665 | 1 | |
| 4241.493689 | 1 | |
| 4220.932555 | 1 |
Collection Recovery Fee
Real number (ℝ)
| Distinct | 67313 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1251409 |
| Minimum | 3.62 × 10-5 |
|---|---|
| Maximum | 166.833 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 3.62 × 10-5 |
|---|---|
| 5-th percentile | 0.13024329 |
| Q1 | 0.47625936 |
| median | 0.78014063 |
| Q3 | 1.0705655 |
| 95-th percentile | 1.426481 |
| Maximum | 166.833 |
| Range | 166.83296 |
| Interquartile range (IQR) | 0.59430618 |
Descriptive statistics
| Standard deviation | 3.4898845 |
|---|---|
| Coefficient of variation (CV) | 3.101731 |
| Kurtosis | 173.3263 |
| Mean | 1.1251409 |
| Median Absolute Deviation (MAD) | 0.29662508 |
| Skewness | 11.102131 |
| Sum | 75905.383 |
| Variance | 12.179294 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.125373051 | 3 | < 0.1% |
| 0.53373764 | 2 | < 0.1% |
| 0.792153159 | 2 | < 0.1% |
| 1.139062259 | 2 | < 0.1% |
| 0.345641963 | 2 | < 0.1% |
| 1.17911419 | 2 | < 0.1% |
| 0.577143464 | 2 | < 0.1% |
| 0.564290849 | 2 | < 0.1% |
| 1.081363446 | 2 | < 0.1% |
| 1.196215319 | 2 | < 0.1% |
| Other values (67303) | 67442 |
| Value | Count | Frequency (%) |
| 3.62 × 10-5 | 1 | |
| 4.5 × 10-5 | 1 | |
| 7.34 × 10-5 | 1 | |
| 8.09 × 10-5 | 1 | |
| 0.000144092 | 1 | |
| 0.000184412 | 1 | |
| 0.000236446 | 1 | |
| 0.000261 | 1 | |
| 0.000359239 | 1 | |
| 0.000390586 | 1 |
| Value | Count | Frequency (%) |
| 166.833 | 1 | |
| 54.22278838 | 1 | |
| 53.46508418 | 1 | |
| 51.42711665 | 1 | |
| 51.04841185 | 1 | |
| 50.84705334 | 1 | |
| 50.66485507 | 1 | |
| 49.94395918 | 1 | |
| 49.85959833 | 1 | |
| 49.52562248 | 1 |
Total Collection Amount
Real number (ℝ)
| Distinct | 2193 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 146.46799 |
| Minimum | 1 |
|---|---|
| Maximum | 16421 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 24 |
| median | 36 |
| Q3 | 46 |
| 95-th percentile | 496 |
| Maximum | 16421 |
| Range | 16420 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 744.38223 |
|---|---|
| Coefficient of variation (CV) | 5.0822179 |
| Kurtosis | 207.01677 |
| Mean | 146.46799 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 12.910972 |
| Sum | 9881170 |
| Variance | 554104.91 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39 | 1665 | 2.5% |
| 37 | 1656 | 2.5% |
| 36 | 1637 | 2.4% |
| 41 | 1623 | 2.4% |
| 40 | 1622 | 2.4% |
| 35 | 1616 | 2.4% |
| 34 | 1597 | 2.4% |
| 33 | 1590 | 2.4% |
| 42 | 1566 | 2.3% |
| 32 | 1565 | 2.3% |
| Other values (2183) | 51326 |
| Value | Count | Frequency (%) |
| 1 | 310 | |
| 2 | 320 | |
| 3 | 344 | |
| 4 | 390 | |
| 5 | 413 | |
| 6 | 452 | |
| 7 | 477 | |
| 8 | 533 | |
| 9 | 563 | |
| 10 | 618 |
| Value | Count | Frequency (%) |
| 16421 | 1 | |
| 16385 | 1 | |
| 16086 | 1 | |
| 16013 | 1 | |
| 15956 | 1 | |
| 15916 | 1 | |
| 15895 | 1 | |
| 15663 | 1 | |
| 15460 | 1 | |
| 15459 | 1 |
Total Current Balance
Real number (ℝ)
| Distinct | 60901 |
|---|---|
| Distinct (%) | 90.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 159573.93 |
| Minimum | 617 |
|---|---|
| Maximum | 1177412 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 617 |
|---|---|
| 5-th percentile | 18215.3 |
| Q1 | 50379 |
| median | 118369 |
| Q3 | 228375 |
| 95-th percentile | 432485.9 |
| Maximum | 1177412 |
| Range | 1176795 |
| Interquartile range (IQR) | 177996 |
Descriptive statistics
| Standard deviation | 139033.25 |
|---|---|
| Coefficient of variation (CV) | 0.87127792 |
| Kurtosis | 3.1257696 |
| Mean | 159573.93 |
| Median Absolute Deviation (MAD) | 78486 |
| Skewness | 1.5115779 |
| Sum | 1.0765336 × 1010 |
| Variance | 1.9330243 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51737 | 5 | < 0.1% |
| 36268 | 5 | < 0.1% |
| 69865 | 4 | < 0.1% |
| 51723 | 4 | < 0.1% |
| 44225 | 4 | < 0.1% |
| 82583 | 4 | < 0.1% |
| 85459 | 4 | < 0.1% |
| 34633 | 4 | < 0.1% |
| 40640 | 4 | < 0.1% |
| 40288 | 4 | < 0.1% |
| Other values (60891) | 67421 |
| Value | Count | Frequency (%) |
| 617 | 1 | |
| 623 | 1 | |
| 628 | 1 | |
| 630 | 1 | |
| 667 | 1 | |
| 681 | 1 | |
| 691 | 1 | |
| 707 | 1 | |
| 710 | 1 | |
| 798 | 1 |
| Value | Count | Frequency (%) |
| 1177412 | 1 | |
| 1165601 | 1 | |
| 1157944 | 1 | |
| 1150619 | 1 | |
| 1145991 | 1 | |
| 1140709 | 1 | |
| 1128432 | 1 | |
| 1114351 | 1 | |
| 1091714 | 1 | |
| 1071342 | 1 |
Total Revolving Credit Limit
Real number (ℝ)
| Distinct | 37708 |
|---|---|
| Distinct (%) | 55.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23123.006 |
| Minimum | 1000 |
|---|---|
| Maximum | 201169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 527.2 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 2723.2 |
| Q1 | 8155.5 |
| median | 16733 |
| Q3 | 32146.5 |
| 95-th percentile | 63298.9 |
| Maximum | 201169 |
| Range | 200169 |
| Interquartile range (IQR) | 23991 |
Descriptive statistics
| Standard deviation | 20916.7 |
|---|---|
| Coefficient of variation (CV) | 0.90458396 |
| Kurtosis | 5.9800859 |
| Mean | 23123.006 |
| Median Absolute Deviation (MAD) | 10394 |
| Skewness | 1.9771503 |
| Sum | 1.5599473 × 109 |
| Variance | 4.3750834 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5310 | 10 | < 0.1% |
| 7026 | 10 | < 0.1% |
| 6083 | 9 | < 0.1% |
| 4754 | 9 | < 0.1% |
| 5413 | 9 | < 0.1% |
| 5642 | 9 | < 0.1% |
| 7058 | 9 | < 0.1% |
| 12364 | 9 | < 0.1% |
| 4895 | 8 | < 0.1% |
| 11614 | 8 | < 0.1% |
| Other values (37698) | 67373 |
| Value | Count | Frequency (%) |
| 1000 | 2 | < 0.1% |
| 1001 | 5 | |
| 1003 | 1 | < 0.1% |
| 1005 | 3 | |
| 1007 | 1 | < 0.1% |
| 1008 | 5 | |
| 1009 | 1 | < 0.1% |
| 1010 | 3 | |
| 1011 | 4 | |
| 1013 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 201169 | 1 | |
| 197112 | 1 | |
| 193312 | 1 | |
| 192276 | 1 | |
| 190060 | 1 | |
| 189087 | 1 | |
| 188063 | 1 | |
| 185719 | 1 | |
| 185594 | 1 | |
| 184987 | 1 |
Loan Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 527.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 67463 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 61222 | |
| 1 | 6241 | 9.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 61222 | |
| 1 | 6241 | 9.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 61222 | |
| 1 | 6241 | 9.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 67463 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 61222 | |
| 1 | 6241 | 9.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 67463 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 61222 | |
| 1 | 6241 | 9.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 67463 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 61222 | |
| 1 | 6241 | 9.3% |
| Loan Amount | Funded Amount | Funded Amount Investor | Interest Rate | Home Ownership | Debit to Income | Delinquency - two years | Inquires - six months | Open Account | Revolving Balance | Revolving Utilities | Total Accounts | Total Received Interest | Total Received Late Fee | Recoveries | Collection Recovery Fee | Total Collection Amount | Total Current Balance | Total Revolving Credit Limit | Term | Verification Status | Initial List Status | Loan Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Loan Amount | 1.000 | -0.001 | 0.002 | -0.006 | 0.018 | 0.009 | -0.000 | 0.009 | 0.013 | -0.004 | 0.017 | -0.002 | -0.002 | -0.001 | 0.009 | 0.002 | -0.022 | -0.011 | 0.001 | 0.000 | 0.025 | 0.000 | 0.006 |
| Funded Amount | -0.001 | 1.000 | 0.016 | 0.004 | -0.012 | 0.002 | 0.005 | -0.001 | 0.004 | -0.002 | 0.007 | 0.008 | 0.006 | 0.009 | -0.003 | 0.019 | -0.023 | -0.000 | 0.007 | 0.000 | 0.037 | 0.010 | 0.000 |
| Funded Amount Investor | 0.002 | 0.016 | 1.000 | -0.006 | -0.001 | -0.001 | 0.005 | -0.005 | -0.008 | -0.015 | -0.003 | 0.002 | 0.005 | -0.002 | 0.004 | -0.055 | -0.012 | 0.004 | 0.003 | 0.037 | 0.028 | 0.029 | 0.007 |
| Interest Rate | -0.006 | 0.004 | -0.006 | 1.000 | 0.009 | -0.011 | 0.004 | 0.015 | -0.003 | 0.023 | 0.007 | 0.008 | 0.006 | 0.011 | -0.034 | 0.016 | -0.009 | -0.002 | 0.016 | 0.026 | 0.008 | 0.007 | 0.008 |
| Home Ownership | 0.018 | -0.012 | -0.001 | 0.009 | 1.000 | 0.024 | -0.006 | 0.006 | 0.009 | 0.018 | -0.005 | 0.023 | -0.009 | -0.010 | -0.033 | -0.025 | -0.025 | 0.012 | 0.009 | 0.061 | 0.013 | 0.023 | 0.000 |
| Debit to Income | 0.009 | 0.002 | -0.001 | -0.011 | 0.024 | 1.000 | -0.008 | 0.003 | 0.002 | -0.008 | 0.005 | -0.005 | 0.007 | 0.012 | 0.006 | -0.002 | 0.042 | -0.009 | -0.009 | 0.005 | 0.010 | 0.026 | 0.000 |
| Delinquency - two years | -0.000 | 0.005 | 0.005 | 0.004 | -0.006 | -0.008 | 1.000 | 0.011 | 0.006 | 0.005 | 0.000 | -0.005 | -0.012 | -0.000 | -0.001 | -0.001 | -0.005 | -0.001 | 0.007 | 0.022 | 0.005 | 0.000 | 0.008 |
| Inquires - six months | 0.009 | -0.001 | -0.005 | 0.015 | 0.006 | 0.003 | 0.011 | 1.000 | -0.001 | 0.002 | 0.005 | 0.009 | 0.011 | 0.003 | -0.009 | 0.012 | -0.008 | 0.002 | 0.004 | 0.021 | 0.008 | 0.008 | 0.000 |
| Open Account | 0.013 | 0.004 | -0.008 | -0.003 | 0.009 | 0.002 | 0.006 | -0.001 | 1.000 | 0.016 | 0.012 | 0.007 | 0.015 | -0.009 | -0.004 | 0.008 | -0.025 | -0.009 | -0.000 | 0.035 | 0.026 | 0.063 | 0.012 |
| Revolving Balance | -0.004 | -0.002 | -0.015 | 0.023 | 0.018 | -0.008 | 0.005 | 0.002 | 0.016 | 1.000 | -0.003 | 0.003 | -0.006 | 0.005 | -0.021 | -0.012 | -0.058 | -0.009 | 0.026 | 0.022 | 0.014 | 0.020 | 0.000 |
| Revolving Utilities | 0.017 | 0.007 | -0.003 | 0.007 | -0.005 | 0.005 | 0.000 | 0.005 | 0.012 | -0.003 | 1.000 | -0.005 | 0.008 | 0.019 | 0.012 | 0.001 | -0.021 | -0.022 | -0.011 | 0.018 | 0.012 | 0.032 | 0.004 |
| Total Accounts | -0.002 | 0.008 | 0.002 | 0.008 | 0.023 | -0.005 | -0.005 | 0.009 | 0.007 | 0.003 | -0.005 | 1.000 | 0.019 | -0.006 | -0.022 | 0.026 | 0.001 | -0.003 | 0.031 | 0.007 | 0.015 | 0.025 | 0.005 |
| Total Received Interest | -0.002 | 0.006 | 0.005 | 0.006 | -0.009 | 0.007 | -0.012 | 0.011 | 0.015 | -0.006 | 0.008 | 0.019 | 1.000 | 0.025 | -0.023 | 0.010 | 0.004 | 0.002 | 0.013 | 0.025 | 0.011 | 0.009 | 0.008 |
| Total Received Late Fee | -0.001 | 0.009 | -0.002 | 0.011 | -0.010 | 0.012 | -0.000 | 0.003 | -0.009 | 0.005 | 0.019 | -0.006 | 0.025 | 1.000 | 0.044 | -0.032 | 0.009 | 0.030 | 0.016 | 0.015 | 0.011 | 0.007 | 0.000 |
| Recoveries | 0.009 | -0.003 | 0.004 | -0.034 | -0.033 | 0.006 | -0.001 | -0.009 | -0.004 | -0.021 | 0.012 | -0.022 | -0.023 | 0.044 | 1.000 | -0.031 | -0.033 | 0.018 | 0.010 | 0.007 | 0.009 | 0.007 | 0.000 |
| Collection Recovery Fee | 0.002 | 0.019 | -0.055 | 0.016 | -0.025 | -0.002 | -0.001 | 0.012 | 0.008 | -0.012 | 0.001 | 0.026 | 0.010 | -0.032 | -0.031 | 1.000 | -0.013 | -0.020 | 0.021 | 0.022 | 0.000 | 0.000 | 0.000 |
| Total Collection Amount | -0.022 | -0.023 | -0.012 | -0.009 | -0.025 | 0.042 | -0.005 | -0.008 | -0.025 | -0.058 | -0.021 | 0.001 | 0.004 | 0.009 | -0.033 | -0.013 | 1.000 | 0.029 | -0.035 | 0.011 | 0.000 | 0.006 | 0.012 |
| Total Current Balance | -0.011 | -0.000 | 0.004 | -0.002 | 0.012 | -0.009 | -0.001 | 0.002 | -0.009 | -0.009 | -0.022 | -0.003 | 0.002 | 0.030 | 0.018 | -0.020 | 0.029 | 1.000 | 0.004 | 0.007 | 0.029 | 0.016 | 0.000 |
| Total Revolving Credit Limit | 0.001 | 0.007 | 0.003 | 0.016 | 0.009 | -0.009 | 0.007 | 0.004 | -0.000 | 0.026 | -0.011 | 0.031 | 0.013 | 0.016 | 0.010 | 0.021 | -0.035 | 0.004 | 1.000 | 0.014 | 0.000 | 0.016 | 0.006 |
| Term | 0.000 | 0.000 | 0.037 | 0.026 | 0.061 | 0.005 | 0.022 | 0.021 | 0.035 | 0.022 | 0.018 | 0.007 | 0.025 | 0.015 | 0.007 | 0.022 | 0.011 | 0.007 | 0.014 | 1.000 | 0.080 | 0.060 | 0.024 |
| Verification Status | 0.025 | 0.037 | 0.028 | 0.008 | 0.013 | 0.010 | 0.005 | 0.008 | 0.026 | 0.014 | 0.012 | 0.015 | 0.011 | 0.011 | 0.009 | 0.000 | 0.000 | 0.029 | 0.000 | 0.080 | 1.000 | 0.097 | 0.000 |
| Initial List Status | 0.000 | 0.010 | 0.029 | 0.007 | 0.023 | 0.026 | 0.000 | 0.008 | 0.063 | 0.020 | 0.032 | 0.025 | 0.009 | 0.007 | 0.007 | 0.000 | 0.006 | 0.016 | 0.016 | 0.060 | 0.097 | 1.000 | 0.013 |
| Loan Status | 0.006 | 0.000 | 0.007 | 0.008 | 0.000 | 0.000 | 0.008 | 0.000 | 0.012 | 0.000 | 0.004 | 0.005 | 0.008 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.006 | 0.024 | 0.000 | 0.013 | 1.000 |
| Loan Amount | Funded Amount | Funded Amount Investor | Term | Interest Rate | Home Ownership | Verification Status | Debit to Income | Delinquency - two years | Inquires - six months | Open Account | Revolving Balance | Revolving Utilities | Total Accounts | Initial List Status | Total Received Interest | Total Received Late Fee | Recoveries | Collection Recovery Fee | Total Collection Amount | Total Current Balance | Total Revolving Credit Limit | Loan Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10000 | 32236 | 12329.362860 | 59 | 11.135007 | 176346.62670 | 0 | 16.284758 | 1 | 0 | 13 | 24246 | 74.932551 | 7 | 0 | 2929.646315 | 0.102055 | 2.498291 | 0.793724 | 31 | 311301 | 6619 | 0 |
| 1 | 3609 | 11940 | 12191.996920 | 59 | 12.237563 | 39833.92100 | 2 | 15.412409 | 0 | 0 | 12 | 812 | 78.297186 | 13 | 1 | 772.769385 | 0.036181 | 2.377215 | 0.974821 | 53 | 182610 | 20885 | 0 |
| 2 | 28276 | 9311 | 21603.224550 | 59 | 12.545884 | 91506.69105 | 2 | 28.137619 | 0 | 0 | 14 | 1843 | 2.073040 | 20 | 0 | 863.324396 | 18.778660 | 4.316277 | 1.020075 | 34 | 89801 | 26155 | 0 |
| 3 | 11170 | 6954 | 17877.155850 | 59 | 16.731201 | 108286.57590 | 2 | 18.043730 | 1 | 0 | 7 | 13819 | 67.467951 | 12 | 0 | 288.173196 | 0.044131 | 0.107020 | 0.749971 | 40 | 9189 | 60214 | 0 |
| 4 | 16890 | 13226 | 13539.926670 | 59 | 15.008300 | 44234.82545 | 2 | 17.209886 | 1 | 3 | 13 | 1544 | 85.250761 | 22 | 0 | 129.239553 | 19.306646 | 1294.818751 | 0.368953 | 430 | 126029 | 22579 | 0 |
| 5 | 34631 | 30203 | 8635.931613 | 36 | 17.246986 | 98957.47561 | 0 | 7.914333 | 3 | 2 | 16 | 2277 | 51.564476 | 20 | 0 | 464.818124 | 0.088584 | 5.043575 | 0.581688 | 42 | 51252 | 27480 | 0 |
| 6 | 30844 | 19773 | 15777.511830 | 59 | 10.731432 | 102391.82430 | 1 | 15.083911 | 0 | 0 | 11 | 14501 | 46.808804 | 37 | 0 | 525.738109 | 0.083528 | 3.167937 | 0.553076 | 3388 | 42069 | 31068 | 0 |
| 7 | 20744 | 10609 | 7645.014802 | 58 | 13.993688 | 61723.52014 | 0 | 29.829715 | 0 | 0 | 14 | 13067 | 23.936624 | 33 | 0 | 1350.245212 | 0.044965 | 0.098448 | 0.047589 | 48 | 184909 | 43303 | 0 |
| 8 | 9299 | 11238 | 13429.456610 | 59 | 11.178457 | 63205.09072 | 1 | 26.244710 | 0 | 0 | 6 | 549 | 15.947386 | 17 | 0 | 4140.198978 | 0.017106 | 0.530214 | 0.216985 | 26 | 68126 | 7482 | 0 |
| 9 | 19232 | 8962 | 7004.097481 | 58 | 5.520413 | 42015.46586 | 2 | 10.048549 | 1 | 0 | 11 | 1361 | 35.073345 | 30 | 1 | 2149.666963 | 0.008338 | 2.912215 | 0.886864 | 35 | 71650 | 14871 | 0 |
| Loan Amount | Funded Amount | Funded Amount Investor | Term | Interest Rate | Home Ownership | Verification Status | Debit to Income | Delinquency - two years | Inquires - six months | Open Account | Revolving Balance | Revolving Utilities | Total Accounts | Initial List Status | Total Received Interest | Total Received Late Fee | Recoveries | Collection Recovery Fee | Total Collection Amount | Total Current Balance | Total Revolving Credit Limit | Loan Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67453 | 31161 | 16000 | 8386.746929 | 59 | 6.524646 | 81220.63670 | 2 | 34.387740 | 0 | 0 | 9 | 505 | 51.613314 | 22 | 1 | 1057.826002 | 0.006861 | 1.109081 | 0.942539 | 39 | 92043 | 9705 | 0 |
| 67454 | 9712 | 25896 | 8740.589841 | 58 | 14.729811 | 39889.60578 | 0 | 29.475335 | 0 | 0 | 11 | 263 | 25.113762 | 19 | 1 | 2934.540277 | 0.028737 | 0.255695 | 1.083093 | 18 | 311173 | 46724 | 0 |
| 67455 | 5127 | 16956 | 13917.485220 | 59 | 19.388683 | 99748.53668 | 2 | 33.622294 | 0 | 0 | 10 | 1296 | 49.160800 | 18 | 1 | 265.479968 | 0.093146 | 1.805152 | 1.085486 | 39 | 4398 | 116219 | 0 |
| 67456 | 11703 | 19736 | 9972.202696 | 59 | 11.430757 | 50548.01172 | 2 | 32.637618 | 0 | 0 | 14 | 7787 | 7.360718 | 24 | 1 | 380.907394 | 0.067863 | 1.233240 | 0.778051 | 31 | 74453 | 9771 | 0 |
| 67457 | 11440 | 17672 | 22965.762900 | 59 | 15.025260 | 76128.78634 | 1 | 21.929698 | 0 | 0 | 8 | 5260 | 12.080662 | 7 | 0 | 2258.038712 | 0.010722 | 0.061096 | 0.325564 | 38 | 859647 | 21468 | 0 |
| 67458 | 13601 | 6848 | 13175.285830 | 59 | 9.408858 | 83961.15003 | 1 | 28.105127 | 1 | 0 | 13 | 4112 | 97.779389 | 19 | 0 | 1978.945960 | 0.023478 | 564.614852 | 0.865230 | 48 | 181775 | 34301 | 1 |
| 67459 | 8323 | 11046 | 15637.463010 | 59 | 9.972104 | 65491.12817 | 2 | 17.694279 | 0 | 0 | 12 | 9737 | 15.690703 | 14 | 0 | 3100.803125 | 0.027095 | 2.015494 | 1.403368 | 37 | 22692 | 8714 | 0 |
| 67460 | 15897 | 32921 | 12329.457750 | 59 | 19.650943 | 34813.96985 | 1 | 10.295774 | 0 | 0 | 7 | 2195 | 1.500090 | 9 | 0 | 2691.995532 | 0.028212 | 5.673092 | 1.607093 | 17 | 176857 | 42330 | 0 |
| 67461 | 16567 | 4975 | 21353.684650 | 59 | 13.169095 | 96938.83564 | 0 | 7.614624 | 0 | 0 | 14 | 1172 | 68.481882 | 15 | 1 | 3659.334202 | 0.074508 | 1.157454 | 0.207608 | 61 | 361339 | 39075 | 0 |
| 67462 | 15353 | 29875 | 14207.448600 | 59 | 16.034631 | 105123.15580 | 1 | 16.052112 | 0 | 0 | 30 | 8762 | 81.692328 | 16 | 1 | 1324.255922 | 0.000671 | 1.856480 | 0.366386 | 47 | 196960 | 66060 | 0 |